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Model Reduction and Neural Networks Sign in to save
308
Aachen papers (primary topic)
354
Further papers (secondary topic)
2.47k
Citations
277
Aachen authors
Papers per year
20
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26
Papers 308
Open in paper search →-
Recurrent and convolutional neural networks in structural dynamics: a modified attention steered encoder–decoder architecture versus LSTM versus GRU versus TCN topologies to predict the response of shock wave-loaded plates31citations
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Intelligent stiffness computation for plate and beam structures by neural network enhanced finite element analysis2022 International Journal for Numerical Methods in Engineering article Physics and Astronomy Model Reduction and Neural Networks
Saurabh Balkrishna Tandale, Bernd A. Markert, Marcus Stoffel
30citations -
Capabilities of Auto-encoders and Principal Component Analysis of the reduction of microstructural images; Application on the acceleration of Phase-Field simulations2022 Computational Materials Science article Physics and Astronomy Model Reduction and Neural Networks Open access
Seifallah Fetni, Thinh Quy Duc Pham, Truong‐Vinh Hoang, Hoang Son Tran, Laurent Duchêne, Xuan-Van Tran, +1 more
29citations -
A Finite Operator Learning Technique for Mapping the Elastic Properties of Microstructures to Their Mechanical Deformations2024 International Journal for Numerical Methods in Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Shahed Rezaei, Reza Najian Asl, Shirko Faroughi, Mahdi Asgharzadeh, Ali Harandi, Rasoul Najafi Koopas, +3 more
27citations -
Influence of adversarial training on super-resolution turbulence reconstruction2024 Physical Review Fluids article Physics and Astronomy Model Reduction and Neural Networks Open access
Ludovico Nista, Heinz G. Pitsch, Christoph Schumann, Mathis Bode, Temistocle Grenga, Jonathan F. MacArt, +1 more
26citations -
The Potential of Hybrid Mechanistic/Data‐Driven Approaches for Reduced Dynamic Modeling: Application to Distillation Columns2020 Chemie Ingenieur Technik article Physics and Astronomy Model Reduction and Neural Networks Open access
Pascal M. Schäfer, Adrian Caspari, Artur M. Schweidtmann, Yannic Vaupel, Adel Mhamdi, Alexander Mitsos
24citations -
A multi-field decomposed model order reduction approach for thermo-mechanically coupled gradient-extended damage simulations2024 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Stephan Ritzert, Jian Zhang, Jannick Kehls, Stefanie Reese, Tim Brepols
22citations -
A two-stage surrogate model for Neo-Hookean problems based on adaptive proper orthogonal decomposition and hierarchical tensor approximation2020 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks
Steffen Kastian, Dieter Moser, Lars Grasedyck, Stefanie Reese
18citations -
SPiFOL: A Spectral-based physics-informed finite operator learning for prediction of mechanical behavior of microstructures2025 Journal of the Mechanics and Physics of Solids article Physics and Astronomy Model Reduction and Neural Networks Open access
Ali Harandi, Hooman Danesh, Kevin Linka, Stefanie Reese, Shahed Rezaei
18citations
Most active Aachen authors
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Stefanie Reese 10,177 citations overall32 papers
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Denise Degen 270 citations overall30 papers
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Florian Wellmann 3,325 citations overall24 papers
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Marcus Stoffel 1,873 citations overall18 papers
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Bernd A. Markert 15,245 citations overall17 papers
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Shahed Rezaei 2,207 citations overall15 papers
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Franz Bamer 1,816 citations overall14 papers
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Tim Brepols 1,246 citations overall14 papers
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Heinz G. Pitsch 29,463 citations overall13 papers
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Stephan Ritzert 74 citations overall13 papers
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Saurabh Balkrishna Tandale 225 citations overall12 papers
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Jannick Kehls 44 citations overall11 papers
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Markus Apel 2,690 citations overall9 papers
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Wolfgang Schröder 11,907 citations overall8 papers
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Mathis Bode 1,022 citations overall8 papers